{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "153567e9",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "from matplotlib import pyplot\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from matplotlib.lines import Line2D\n",
    "from matplotlib.patches import Patch"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0e206701",
   "metadata": {},
   "source": [
    "# Fig 1d LULC"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "5c0d18ef",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 300x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Define data\n",
    "river = [\"UIB\"]\n",
    "lulc_class = [\"Bare soil\",\"Vegetation\",  \"Snow/Ice\", \"Water\"]\n",
    "\n",
    "modis_data = np.array([\n",
    "    [65.75],  # Bare soil\n",
    "    [25.739],  # Veg\n",
    "    [8.21],  # Snow/Ice\n",
    "    [0.3]  # Water\n",
    "])\n",
    "\n",
    "# Colors for each LULC class\n",
    "colors = [ 'sandybrown','limegreen',  '#F0F8FF', '#1E90FF']\n",
    "\n",
    "# Create figure and primary axis\n",
    "fig, ax1 = plt.subplots(figsize=(3, 6))\n",
    "\n",
    "bottom = np.zeros(len(river))\n",
    "bar_width = 0.5  \n",
    "\n",
    "# Plot stacked bar on primary axis\n",
    "for i, (lulc, color) in enumerate(zip(lulc_class, colors)):\n",
    "    ax1.bar(river, modis_data[i], label=lulc, color=color, bottom=bottom, width=bar_width)\n",
    "    bottom += modis_data[i]\n",
    "\n",
    "# **Create secondary y-axis**\n",
    "ax2 = ax1.twinx()\n",
    "\n",
    "# Hide primary y-axis labels and ticks\n",
    "ax1.yaxis.set_visible(False)\n",
    "\n",
    "# Configure secondary y-axis\n",
    "ax2.set_ylabel(\"LULC (%)\", fontsize=22, rotation=270, labelpad=20)  # Y-axis label\n",
    "ax2.tick_params(axis='y', which='major', length=10, width=2, labelsize=22)\n",
    "ax1.tick_params(axis='x', width=2, length=10, labelsize=22)\n",
    "# Move legend outside the figure\n",
    "#legend = ax1.legend(loc='upper left', prop={'size': 16}, bbox_to_anchor=(1.5, 1), borderaxespad=0., ncol=1)\n",
    "#legend.get_frame().set_linewidth(2.5)\n",
    "#legend.get_frame().set_edgecolor('black')\n",
    "\n",
    "# Border thickness\n",
    "for spine in ax1.spines.values():\n",
    "    spine.set_linewidth(2)\n",
    "for spine in ax2.spines.values():\n",
    "    spine.set_linewidth(2)\n",
    "\n",
    "# Enable gridlines\n",
    "ax2.yaxis.grid(True, linestyle='--', linewidth=1, alpha=1)\n",
    "ax2.set_axisbelow(True)  # Ensures gridlines are behind bars\n",
    "\n",
    "plt.xlim(-0.54, 0.55) \n",
    "plt.ylim(0, 105)\n",
    "plt.yticks(np.arange(20, 120, 20))\n",
    "plt.tight_layout()  # Adjust layout\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "dc6ffb7a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Define LULC classes and colors\n",
    "lulc_class = [\"Veg\", \"Bare/Sparse veg\", \"Snow/Ice\", \"Water\"]\n",
    "colors = ['limegreen', 'sandybrown', '#F0F8FF', '#1E90FF']\n",
    "\n",
    "# Create an empty figure\n",
    "fig, ax = plt.subplots(figsize=(10, 2))\n",
    "ax.axis('off')  # Hide axes\n",
    "\n",
    "# Create the legend\n",
    "legend = ax.legend(handles=[\n",
    "    plt.Rectangle((0, 0), 1, 1, color=color) for color in colors\n",
    "], labels=lulc_class, loc='upper left', prop={'size': 26}, \n",
    "    bbox_to_anchor=(0.01, 1), borderaxespad=0., ncol=4)\n",
    "\n",
    "# Style the legend box\n",
    "legend.get_frame().set_linewidth(2.5)\n",
    "legend.get_frame().set_edgecolor('black')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8efe167a",
   "metadata": {},
   "source": [
    "# Fig 2a"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "10712048",
   "metadata": {},
   "outputs": [],
   "source": [
    "#SSC and streamflow 1991-2020\n",
    "ssc_no= [5.1,4.8,4.9,4.5,6.1, 8.4, 10.1, 9.86, 9.33, 6.3, 5.06, 4.93]\n",
    "ind_obs = [475.4445018, 541.2273367, 686.6618254, 997.0676609, 2215.279078,4520.962134,\n",
    "           6681.254272, 6304.433741, 3039.479604, 1177.957522, 753.6426133, 565.8596442]\n",
    "# Set up months for x-axis\n",
    "months = ['Jan', 'Feb', 'Mar', 'Apr', 'May', 'Jun', 'Jul', 'Aug', 'Sep', 'Oct', 'Nov', 'Dec']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "1e0b72a1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2000x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create a figure and primary axis\n",
    "fig, ax1 = plt.subplots(figsize=(20, 10))\n",
    "\n",
    "# Plot monthly streamflow on the primary y-axis (left)\n",
    "line1, = ax1.plot(months, ind_obs, color='blue', marker='o', linewidth=5, markersize=20, label='Streamflow', zorder=3)\n",
    "ax1.set_xlabel('Month', fontsize=30)\n",
    "ax1.set_ylabel('Streamflow [×10³ m³/s]', fontsize=30, color='black')\n",
    "ax1.tick_params(axis='y', labelcolor='black', labelsize=34, width=4, length=18)\n",
    "ax1.tick_params(axis='x', labelsize=34, width=4, length=18)\n",
    "plt.ticklabel_format(axis='y', style='sci', scilimits=(3, 3))\n",
    "ax1.grid(True, axis='y', linestyle='--', linewidth=1)\n",
    "ax1.set_ylim(0, 11000)\n",
    "ax1.set_yticks(np.arange(0, 11000, 2000)) \n",
    "\n",
    "# Ensure ax1 appears above ax2\n",
    "ax1.set_zorder(3)\n",
    "ax1.patch.set_visible(False)  # Hide background patch\n",
    "\n",
    "# Create a secondary y-axis (right)\n",
    "ax2 = ax1.twinx()\n",
    "\n",
    "# Plot SSC observations as bars\n",
    "bar1 = ax2.bar(months, ssc_no, color='sandybrown', label='SSC Observations', alpha=0.7, width=0.6, zorder=1)\n",
    "ax2.set_ylabel('SSC observations [No]', fontsize=30, rotation=270, labelpad=20)\n",
    "ax2.tick_params(axis='y', labelsize=34, width=4, length=18)\n",
    "ax2.set_ylim(0, 11)\n",
    "\n",
    "# Increase spine width for both axes\n",
    "for ax in [ax1, ax2]:\n",
    "    for spine in ax.spines.values():\n",
    "        spine.set_linewidth(4)\n",
    "\n",
    "# Create custom legend handles\n",
    "handles = [line1, bar1]\n",
    "labels = [h.get_label() for h in handles]\n",
    "\n",
    "# Custom legend box\n",
    "legend = ax1.legend(handles, labels, loc='upper left', prop={'size': 36}, bbox_to_anchor=(0.01, 0.98), borderaxespad=0., ncol=1)\n",
    "legend.get_frame().set_linewidth(3)\n",
    "legend.get_frame().set_edgecolor('black')\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "80ee8716",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "20421ae5",
   "metadata": {},
   "source": [
    "# Supp Fig 1 observed hydroclimatic data 1980-2010"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "cd9323ed",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Streamflow, Tmin, Precipittaion and snow cover climatology for 30 years 1980-2010\n",
    "ind_pre = [0.483, 0.864, 0.898, 0.820, 0.594, 0.600, 1.312, 1.214, 0.551, 0.297, 0.257, 0.372]\n",
    "ind_flow = [478.77, 524.81, 688.24, 993.35, 2266.93, 4541.64, 6805.25, 6495.03, 3027.34, 1147.65, 731.15, 562.84]\n",
    "ind_sc = [40.77, 42.32, 35.18, 32.22, 21.60, 15.99, 8.24, 2.72, 1.80, 8.69, 16.13, 29.10]\n",
    "ind_tmin = [-20.88, -18.96, -14.51, -9.17, -4.61, 0.15, 3.84, 3.60, -2.02, -8.92, -14.09, -18.21]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "f7cc26aa",
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1600x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create a figure and axis\n",
    "fig, ax1 = plt.subplots(figsize=(16, 10))\n",
    "\n",
    "# Plot streamflow as a line\n",
    "ax1.plot(months, ind_flow, color='blue', marker='o', linewidth=5, markersize=18, label='Streamflow', zorder=3)\n",
    "\n",
    "# Axis labels and ticks\n",
    "ax1.set_xlabel('Month', fontsize=30)\n",
    "ax1.set_ylabel(r'Streamflow [$\\times10^3$ m$^3$/s]', fontsize=30, color='black')\n",
    "ax1.tick_params(axis='y', labelsize=34, width=4, length=18)\n",
    "ax1.tick_params(axis='x', labelsize=34, width=4, length=18)\n",
    "\n",
    "# Scientific notation for y-axis\n",
    "plt.ticklabel_format(axis='y', style='sci', scilimits=(3, 3))\n",
    "\n",
    "# Grid and limits\n",
    "ax1.grid(True, axis='y', linestyle='--', linewidth=1)\n",
    "ax1.set_ylim(0, 9000)\n",
    "ax1.set_yticks(np.arange(0, 9000, 2000))\n",
    "\n",
    "# Increase spine width\n",
    "for spine in ax1.spines.values():\n",
    "    spine.set_linewidth(4)\n",
    "\n",
    "# Add legend\n",
    "ax1.legend(fontsize=26, loc='upper right')\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "05284b99",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1600x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create a figure and axis\n",
    "fig, ax1 = plt.subplots(figsize=(16, 10))\n",
    "\n",
    "# Plot streamflow as a line\n",
    "ax1.plot(months, ind_pre, color='green', marker='o', linewidth=5, markersize=18, label='Rainfall', zorder=3)\n",
    "\n",
    "# Axis labels and ticks\n",
    "ax1.set_xlabel('Month', fontsize=30)\n",
    "ax1.set_ylabel('Rainfall [mm]', fontsize=30, color='black')\n",
    "ax1.tick_params(axis='y', labelsize=34, width=4, length=18)\n",
    "ax1.tick_params(axis='x', labelsize=34, width=4, length=18)\n",
    "\n",
    "# Scientific notation for y-axis\n",
    "#plt.ticklabel_format(axis='y', style='sci', scilimits=(3, 3))\n",
    "\n",
    "# Grid and limits\n",
    "ax1.grid(True, axis='y', linestyle='--', linewidth=1)\n",
    "#ax1.set_ylim(0, 9000)\n",
    "#ax1.set_yticks(np.arange(0, 9000, 2000))\n",
    "\n",
    "# Increase spine width\n",
    "for spine in ax1.spines.values():\n",
    "    spine.set_linewidth(4)\n",
    "\n",
    "# Add legend\n",
    "ax1.legend(fontsize=26, loc='upper right')\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "204fb7d1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1600x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax1 = plt.subplots(figsize=(16, 10))\n",
    "\n",
    "# Plot streamflow as a line\n",
    "ax1.plot(months, ind_sc, color='teal', marker='o', linewidth=5, markersize=18, label='Snow cover', zorder=3)\n",
    "\n",
    "# Axis labels and ticks\n",
    "ax1.set_xlabel('Month', fontsize=30)\n",
    "ax1.set_ylabel('Snow cover [%]', fontsize=30, color='black')\n",
    "ax1.tick_params(axis='y', labelsize=34, width=4, length=18)\n",
    "ax1.tick_params(axis='x', labelsize=34, width=4, length=18)\n",
    "\n",
    "# Scientific notation for y-axis\n",
    "#plt.ticklabel_format(axis='y', style='sci', scilimits=(3, 3))\n",
    "\n",
    "# Grid and limits\n",
    "ax1.grid(True, axis='y', linestyle='--', linewidth=1)\n",
    "#ax1.set_ylim(0, 9000)\n",
    "#ax1.set_yticks(np.arange(0, 9000, 2000))\n",
    "\n",
    "# Increase spine width\n",
    "for spine in ax1.spines.values():\n",
    "    spine.set_linewidth(4)\n",
    "\n",
    "# Add legend\n",
    "ax1.legend(fontsize=26, loc='upper right')\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "5b4cb78e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1600x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax1 = plt.subplots(figsize=(16, 10))\n",
    "\n",
    "# Plot streamflow as a line\n",
    "ax1.plot(months, ind_tmin, color='red', marker='o', linewidth=5, markersize=18, label='Temprature', zorder=3)\n",
    "\n",
    "# Axis labels and ticks\n",
    "ax1.set_xlabel('Month', fontsize=30)\n",
    "ax1.set_ylabel('Temprature [°C]', fontsize=30, color='black')\n",
    "ax1.tick_params(axis='y', labelsize=34, width=4, length=18)\n",
    "ax1.tick_params(axis='x', labelsize=34, width=4, length=18)\n",
    "\n",
    "# Scientific notation for y-axis\n",
    "#plt.ticklabel_format(axis='y', style='sci', scilimits=(3, 3))\n",
    "\n",
    "# Grid and limits\n",
    "ax1.grid(True, axis='y', linestyle='--', linewidth=1)\n",
    "#ax1.set_ylim(0, 9000)\n",
    "#ax1.set_yticks(np.arange(0, 9000, 2000))\n",
    "\n",
    "# Increase spine width\n",
    "for spine in ax1.spines.values():\n",
    "    spine.set_linewidth(4)\n",
    "\n",
    "# Add legend\n",
    "ax1.legend(fontsize=26, loc='upper right')\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f0a1ab1d",
   "metadata": {},
   "source": [
    "# Supp Fig 2 Soil Ersoion (SE) classes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "3298447f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Updated raw pixel counts from GEE (5-class version)\n",
    "soil_loss_counts = {\n",
    "    '0–25': 11934616.18,\n",
    "    '25–50': 2904082.59,\n",
    "    '50–75': 2099982,\n",
    "    '75–100': 1702037.75,\n",
    "    '>100': 4096006.96\n",
    "}\n",
    "\n",
    "# Calculate total pixels\n",
    "total_pixels = sum(soil_loss_counts.values())\n",
    "\n",
    "# Convert counts to percentages\n",
    "soil_loss_percent = {k: (v / total_pixels) * 100 for k, v in soil_loss_counts.items()}\n",
    "\n",
    "# Define custom colors for each class\n",
    "colors = ['#3012fd', '#28bceb', '#a4fc3c', '#fb7e21', '#c90505']\n",
    "\n",
    "# Plot\n",
    "plt.figure(figsize=(10, 6))\n",
    "bars = plt.bar(soil_loss_percent.keys(), soil_loss_percent.values(), color=colors, edgecolor='black') \n",
    "\n",
    "# Labels and grid\n",
    "plt.ylabel('Frequency (%)', fontsize=22)\n",
    "plt.xlabel('Soil loss class (t ha⁻¹ yr⁻¹)', fontsize=22)\n",
    "plt.grid(axis='y', linestyle='--', alpha=0.7, zorder=0)\n",
    "\n",
    "# Tick sizes and thickness\n",
    "plt.xticks(fontsize=20)\n",
    "plt.yticks(fontsize=20)\n",
    "plt.gca().tick_params(axis='x', which='major', length=18, width=4)\n",
    "plt.gca().tick_params(axis='y', which='major', length=18, width=4)\n",
    "\n",
    "# Increase the thickness of the outer boundary\n",
    "ax = plt.gca()\n",
    "for spine in ax.spines.values():\n",
    "    spine.set_linewidth(3)\n",
    "\n",
    "# Add a custom legend\n",
    "legend = plt.legend(bars, soil_loss_percent.keys(), loc='upper right',\n",
    "                    prop={'size': 22}, bbox_to_anchor=(0.98, 0.97), borderaxespad=0., ncol=1)\n",
    "legend.get_frame().set_linewidth(3)\n",
    "legend.get_frame().set_edgecolor('black')\n",
    "\n",
    "# Layout\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "67fcf15f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Define descriptive labels for legend\n",
    "descriptive_labels = ['Slight', 'Moderate', 'High', 'Very High', 'Severe']\n",
    "\n",
    "# Create the bar plot\n",
    "fig, ax = plt.subplots(figsize=(10, 6))\n",
    "bars = ax.bar(soil_loss_percent.keys(), soil_loss_percent.values(), color=colors, edgecolor='black', zorder=2)\n",
    "\n",
    "# Set labels and title\n",
    "ax.set_ylabel('Frequency (%)', fontsize=25)\n",
    "ax.set_xlabel('Soil erosion (t ha⁻¹ yr⁻¹)', fontsize=25)\n",
    "\n",
    "# Customize ticks\n",
    "plt.xticks(fontsize=20)\n",
    "plt.yticks(fontsize=20)\n",
    "plt.gca().tick_params(axis='x', which='major', length=12, width=3)\n",
    "plt.gca().tick_params(axis='y', which='major', length=12, width=3)\n",
    "\n",
    "# Add grid lines below bars\n",
    "ax.grid(axis='y', linestyle='--', alpha=0.7, zorder=1)\n",
    "\n",
    "# Create custom legend\n",
    "legend_elements = [Patch(facecolor=colors[i], edgecolor='black', label=descriptive_labels[i]) for i in range(len(colors))]\n",
    "legend = ax.legend(handles=legend_elements, loc='upper right', prop={'size': 20}, bbox_to_anchor=(0.98, 0.97), borderaxespad=0., ncol=1)\n",
    "legend.get_frame().set_linewidth(3)\n",
    "legend.get_frame().set_edgecolor('black')\n",
    "\n",
    "# Increase the thickness of the outer boundary\n",
    "for spine in ax.spines.values():\n",
    "    spine.set_linewidth(3)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c383a5e1",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "733cde75",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "77f86884",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "deep_learning1",
   "language": "python",
   "name": "deep_learning1"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.16"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
